Automated Prediction Markets | AI Engineer

Erik

Erik Tastepe

Ponder Markets

Automated Prediction Market Generation
Ponder Markets enables anyone to instantly create custom prediction markets by sharing a link. The platform automatically generates market structures, terms, and resolution criteria, making market creation accessible to non-technical users. Markets can be denominated in USDC, DEGEN, or CLANKER, and creators earn 1.0% of all trading volume, while traders receive 0.5% commission on winning positions.
By removing friction from market creation, Ponder Markets democratizes access to prediction market infrastructure, expanding the ecosystem beyond traditional forecasting platforms.
Role
I built an auto-generation engine using Perplexity AI and LangChain to intelligently parse user links and generate prediction market parameters in real time. I implemented Langfuse to provide comprehensive observability and monitoring of the AI generation pipeline, ensuring accuracy and reliability.
Outcome
The automated market generation system reduced market creation time from hours to seconds, enabling rapid scaling of the prediction market catalog while maintaining high-quality market specifications.
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Posted Oct 22, 2025

Engineered an AI-powered market generation system using LangChain and Perplexity, automating market creation for Ponder's prediction market platform.